{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线性不可分支持向量机\n",
    "## 任务：使用高斯核函数解决线性不可分问题，并观察gamma取值对模型复杂度的影响\n",
    "## 数据集：data/ex6data2.mat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.io as sio\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sio.loadmat('./data/ex6data2.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['__header__', '__version__', '__globals__', 'X', 'y'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((863, 2), (863, 1))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X,y = data['X'],data['y']\n",
    "X.shape,y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data():\n",
    "    plt.scatter(X[:,0],X[:,1],c = y.flatten(), cmap ='jet')\n",
    "    plt.xlabel('x1')\n",
    "    plt.ylabel('y1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma=1000, kernel='rbf',\n",
       "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "  tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc1 = SVC(C=1,kernel='rbf',gamma=1000)\n",
    "svc1.fit(X,y.flatten())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc1.score(X,y.flatten())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_boundary(model):\n",
    "    x_min,x_max = 0,1\n",
    "    y_min,y_max = 0.4,1\n",
    "    xx,yy = np.meshgrid(np.linspace(x_min,x_max,500),\n",
    "                       np.linspace(y_min,y_max,500))\n",
    "    z = model.predict(np.c_[xx.flatten(),yy.flatten()])\n",
    "    \n",
    "    zz = z.reshape(xx.shape)\n",
    "    plt.contour(xx,yy,zz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boundary(svc1)\n",
    "plot_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
